Score any product on agent-readiness.

Enter a domain. StackResolve probes every agent-readiness signal and returns a 0-100 AgentReady Score with a per-dimension breakdown in about 30 seconds. No login to try.

Try: firecrawl.dev · stripe.com · supabase.com · Read the docs

Four dimensions, 41 signals

Discover

Can an agent find the product at all: registry presence, llms.txt, sitemap, search visibility.

Understand

Can it read the product: clear docs, an OpenAPI spec, structured output, described auth.

Adopt

Can it install and call it unattended: MCP server, CLI, quickstart, no human-only steps.

Operate

Does it keep working: stable endpoints, error clarity, rate-limit headers, uptime.

Call it from your agent.

The same audit runs over MCP, the CLI, or the REST API. One call in, a scored breakdown out.

// MCP tool call (hosted at stackresolve.dev/mcp)
audit({ domain: "firecrawl.dev" })

response

{
  "domain": "firecrawl.dev",
  "scores": { "agentready": 96, "discovery": 94,
    "understanding": 98, "adoption": 97, "operability": 95 },
  "issues": [
    "No rate-limit headers on 2 of 9 endpoints"
  ]
}

Need the data behind a company, not just its score?

Research returns structured, cited company facts from the same fact database.

Explore Research